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McCulloch JA, Kuhl E. Automated model discovery for textile structures: The unique mechanical signature of warp knitted fabrics. Acta Biomater 2024:S1742-7061(24)00577-4. [PMID: 39368719 DOI: 10.1016/j.actbio.2024.09.051] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2024] [Revised: 09/21/2024] [Accepted: 09/26/2024] [Indexed: 10/07/2024]
Abstract
Textile fabrics have unique mechanical properties, which make them ideal candidates for many engineering and medical applications: They are initially flexible, nonlinearly stiffening, and ultra-anisotropic. Various studies have characterized the response of textile structures to mechanical loading; yet, our understanding of their exceptional properties and functions remains incomplete. Here we integrate biaxial testing and constitutive neural networks to automatically discover the best model and parameters to characterize warp knitted polypropylene fabrics. We use experiments from different mounting orientations, and discover interpretable anisotropic models that perform well during both training and testing. Our study shows that constitutive models for warp knitted fabrics are highly sensitive to an accurate representation of the textile microstructure, and that models with three microstructural directions outperform classical orthotropic models with only two in-plane directions. Strikingly, out of 214=16,384 possible combinations of terms, we consistently discover models with two exponential linear fourth invariant terms that inherently capture the initial flexibility of the virgin mesh and the pronounced nonlinear stiffening as the loops of the mesh tighten. We anticipate that the tools we have developed and prototyped here will generalize naturally to other textile fabrics-woven or knitted, weft knit or warp knit, polymeric or metallic-and, ultimately, will enable the robust discovery of anisotropic constitutive models for a wide variety of textile structures. Beyond discovering constitutive models, we envision to exploit automated model discovery for the generative material design of wearable devices, stretchable electronics, and smart fabrics, as programmable textile metamaterials with tunable properties and functions. Our source code, data, and examples are available at https://github.com/LivingMatterLab/CANN. STATEMENT OF SIGNIFICANCE: Textile structures are rapidly gaining popularity in many biomedical applications including tissue engineering, wound healing, and surgical repair. A precise understanding of their unique mechanical properties is critical to tailor them to their specific functions. Here we integrate mechanical testing and machine learning to automatically discover the best models for knitted polypropylene fabrics. We show that warp knitted fabrics possess a complex symmetry with three distinct microstructural directions. Along these, the behavior is dominated by an exponential linear term that characterize the initial flexibility of the virgin mesh and the nonlinear stiffening as the loops of the fabric tighten. We expect that our technology will generalize naturally to other fabrics and enable the robust discovery of complex anisotropic models for a wide variety of textile structures.
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Affiliation(s)
- Jeremy A McCulloch
- Department of Mechanical Engineering, Stanford University, Stanford, California, United States
| | - Ellen Kuhl
- Department of Mechanical Engineering, Stanford University, Stanford, California, United States
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A versatile biaxial testing platform for soft tissues. J Mech Behav Biomed Mater 2020; 114:104144. [PMID: 33153924 DOI: 10.1016/j.jmbbm.2020.104144] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2020] [Revised: 09/02/2020] [Accepted: 10/14/2020] [Indexed: 11/20/2022]
Abstract
Uniaxial testing remains the most common modality of mechanical analysis for biological and other soft materials; however, biaxial testing enables a more comprehensive understanding of these materials' mechanical behavior. In recent years, a number of commercially available biaxial testing systems designed for biological materials have been produced; however, there are common limitations that are often associated with using these systems. For example, the range of allowable sample geometries are relatively constrained, the clamping systems are relatively limited with respect to allowable configurations, the load and displacement ranges are relatively small, and the software and control elements offer relatively limited options. Due to these constraints, there are significant benefits associated with designing custom biaxial testing systems that meet the technical requirements for testing a broad range of materials. Herein we present a design for a biaxial testing system with capabilities that extend beyond those associated with typical commercially available systems. Our design is capable of performing uniaxial tests, traditional biaxial tests, and double lap shear (simple shear) tests, in either a displacement or load control mode. Testing protocols have been developed and proof-of-concept experiments have been performed on commercially available silicone membranes and rat abdominal skin samples.
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Morch A, Astruc L, Mayeur O, Witz JF, Lecomte-Grosbras P, Brieu M. Is there any objective and independent characterization and modeling of soft biological tissues? J Mech Behav Biomed Mater 2020; 110:103915. [PMID: 32771881 DOI: 10.1016/j.jmbbm.2020.103915] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2020] [Revised: 04/28/2020] [Accepted: 06/04/2020] [Indexed: 10/23/2022]
Abstract
The characterization of soft tissue raises several difficulties. Indeed, soft biological tissues usually shrink when dissected from their in vivo location. This shrinkage is characteristic of the release of residual stresses, since soft tissues are indeed often pre-stressed in their physiological configuration. During experimental loading, large extension at very low level of force are expected and assumed to be related to the progressive recruitment and stretching of fibers. However, the first phase of the mechanical test is also aiming at recovering the pre-stressed in vivo behavior. As a consequence, the initial phase, corresponding to the recovering of prestress and/or recruitment of fiberes, is questionable and frequently removed. One of the preferred methods to erase it consists in applying a preforce or prestress to the sample: this allows to easily get rid of the sample retensioning range. However this operation can impact the interpretation of the identified mechanical parameters. This study presents an evaluation of the impact of the data processing on the mechanical properties of a numerically defined material. For this purpose, a finite element simulation was performed to replicate a uniaxial tensile test on a biological soft tissue sample. The influence of different pre-stretches on the mechanical parameters of a second order Yeoh model was investigated. The Yeoh mechanical parameters, or any other strain energy density, depend strongly on any pre- and post-processing choices: they adapt to compensate the error made when choosing an arbitrary level of prestretch or prestress. This observation spreads to any modeling approach used in soft tissues. Mechanical parameters are indeed naturally bound to the choice of the pre-stretch (or pre-stress) through the elongation and the constitutive law. Regardless of the model, it would therefore be pointless to compare mechanical parameters if the conditions for the processing of experimental raw data are not fully documented.
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Affiliation(s)
- A Morch
- Univ. Lille, CNRS, Centrale Lille, UMR 9013 LaMcube Laboratoire de mécanique multiphysique et multiéchelle, F-59000, Lille, France
| | - L Astruc
- Univ. Lille, CNRS, Centrale Lille, UMR 9013 LaMcube Laboratoire de mécanique multiphysique et multiéchelle, F-59000, Lille, France
| | - O Mayeur
- Univ. Lille, CNRS, Centrale Lille, UMR 9013 LaMcube Laboratoire de mécanique multiphysique et multiéchelle, F-59000, Lille, France
| | - J-F Witz
- Univ. Lille, CNRS, Centrale Lille, UMR 9013 LaMcube Laboratoire de mécanique multiphysique et multiéchelle, F-59000, Lille, France
| | - P Lecomte-Grosbras
- Univ. Lille, CNRS, Centrale Lille, UMR 9013 LaMcube Laboratoire de mécanique multiphysique et multiéchelle, F-59000, Lille, France.
| | - M Brieu
- Univ. Lille, CNRS, Centrale Lille, UMR 9013 LaMcube Laboratoire de mécanique multiphysique et multiéchelle, F-59000, Lille, France; California State University, Los Angeles College Engineering, Computer Science and Technology, Dept. Mechanical Engineering, USA
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Hympanova L, Mori da Cunha MGMC, Rynkevic R, Wach RA, Olejnik AK, Dankers PY, Arts B, Mes T, Bosman AW, Albersen M, Deprest J. Experimental reconstruction of an abdominal wall defect with electrospun polycaprolactone-ureidopyrimidinone mesh conserves compliance yet may have insufficient strength. J Mech Behav Biomed Mater 2018; 88:431-441. [DOI: 10.1016/j.jmbbm.2018.08.026] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2018] [Revised: 07/17/2018] [Accepted: 08/19/2018] [Indexed: 01/18/2023]
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Hympanova L, Mori da Cunha MGMC, Rynkevic R, Zündel M, Gallego MR, Vange J, Callewaert G, Urbankova I, Van der Aa F, Mazza E, Deprest J. Physiologic musculofascial compliance following reinforcement with electrospun polycaprolactone-ureidopyrimidinone mesh in a rat model. J Mech Behav Biomed Mater 2017; 74:349-357. [DOI: 10.1016/j.jmbbm.2017.06.032] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2017] [Revised: 06/22/2017] [Accepted: 06/26/2017] [Indexed: 10/19/2022]
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Modelling of compressible and orthotropic surgical mesh implants based on optical deformation measurement. J Mech Behav Biomed Mater 2017; 74:400-410. [DOI: 10.1016/j.jmbbm.2017.06.012] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2017] [Revised: 06/06/2017] [Accepted: 06/09/2017] [Indexed: 12/29/2022]
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Jayyosi C, Coret M, Bruyère-Garnier K. Characterizing liver capsule microstructure via in situ bulge test coupled with multiphoton imaging. J Mech Behav Biomed Mater 2016; 54:229-43. [DOI: 10.1016/j.jmbbm.2015.09.031] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2015] [Revised: 09/23/2015] [Accepted: 09/24/2015] [Indexed: 10/22/2022]
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Todros S, Pavan PG, Natali AN. Biomechanical properties of synthetic surgical meshes for pelvic prolapse repair. J Mech Behav Biomed Mater 2015; 55:271-285. [PMID: 26615384 DOI: 10.1016/j.jmbbm.2015.10.024] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2015] [Revised: 10/26/2015] [Accepted: 10/27/2015] [Indexed: 12/27/2022]
Abstract
Synthetic meshes are widely used for surgical repair of different kind of prolapses. In the light of the experience of abdominal wall repair, similar prostheses are currently used in the pelvic region, to restore physiological anatomy after organ prolapse into the vaginal wall, that represent a recurrent dysfunction. For this purpose, synthetic meshes are surgically positioned in contact with the anterior and/or posterior vaginal wall, to inferiorly support prolapsed organs. Nonetheless, while mesh implantation restores physiological anatomy, it is often associated with different complications in the vaginal region. These potentially dangerous effects induce the surgical community to reconsider the safety and efficacy of mesh transvaginal placement. For this purpose, the evaluation of state-of-the-art research may provide the basis for a comprehensive analysis of mesh compatibility and functionality. The aim of this work is to review synthetic surgical meshes for pelvic organs prolapse repair, taking into account the mechanics of mesh material and structure, and to relate them with pelvic and vaginal tissue biomechanics. Synthetic meshes are currently available in different chemical composition, fiber and textile conformations. Material and structural properties are key factors in determining mesh biochemical and mechanical compatibility in vivo. The most significant results on vaginal tissue and surgical meshes mechanical characterization are here reported and discussed. Moreover, computational models of the pelvic region, which could support the surgeon in the evaluation of mesh performances in physiological conditions, are recalled.
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Affiliation(s)
- S Todros
- Department of Industrial Engineering, Centre for Mechanics of Biological Materials, University of Padova, via Marzolo 9, I-35131 Padova, Italy.
| | - P G Pavan
- Department of Industrial Engineering, Centre for Mechanics of Biological Materials, University of Padova, via Marzolo 9, I-35131 Padova, Italy
| | - A N Natali
- Department of Industrial Engineering, Centre for Mechanics of Biological Materials, University of Padova, via Marzolo 9, I-35131 Padova, Italy
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9
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Mechanical biocompatibility of highly deformable biomedical materials. J Mech Behav Biomed Mater 2015; 48:100-124. [DOI: 10.1016/j.jmbbm.2015.03.023] [Citation(s) in RCA: 64] [Impact Index Per Article: 7.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2014] [Revised: 03/22/2015] [Accepted: 03/24/2015] [Indexed: 12/20/2022]
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Maurer MM, Röhrnbauer B, Feola A, Deprest J, Mazza E. Prosthetic Meshes for Repair of Hernia and Pelvic Organ Prolapse: Comparison of Biomechanical Properties. MATERIALS 2015. [PMCID: PMC5455575 DOI: 10.3390/ma8052794] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
This study aims to compare the mechanical behavior of synthetic meshes used for pelvic organ prolapse (POP) and hernia repair. The analysis is based on a comprehensive experimental protocol, which included uniaxial and biaxial tension, cyclic loading and testing of meshes in dry conditions and embedded into an elastomer matrix. Implants are grouped as POP or hernia meshes, as indicated by the manufacturer, and their stiffness in different loading configurations, area density and porosity are compared. Hernia meshes might be expected to be stiffer, since they are implanted into a stiffer tissue (abdominal wall) than POP meshes (vaginal wall). Contrary to this, hernia meshes have a generally lower secant stiffness than POP meshes. For example, DynaMesh PRS, a POP mesh, is up to two orders of magnitude stiffer in all tested configurations than DynaMesh ENDOLAP, a hernia mesh. Additionally, lighter, large pore implants might be expected to be more compliant, which was shown to be generally not true. In particular, Restorelle, the lightest mesh with the largest pores, is less compliant in the tested configurations than Surgipro, the heaviest, small-pore implant. Our study raises the question of defining a meaningful design target for meshes in terms of mechanical biocompatibility.
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Affiliation(s)
- Manfred M. Maurer
- Institute of Mechanical Systems, ETH Zurich, Leonhardstrasse 21, Zurich 8092, Switzerland; E-Mails: (B.R.); (E.M.)
- Author to whom correspondence should be addressed; E-Mail: ; Tel.: +41-44-6339228; Fax: +41-44-6321145
| | - Barbara Röhrnbauer
- Institute of Mechanical Systems, ETH Zurich, Leonhardstrasse 21, Zurich 8092, Switzerland; E-Mails: (B.R.); (E.M.)
| | - Andrew Feola
- Center for Surgical Technologies, Faculty of Medicine, Universitair Ziekenhuis “Gasthuisberg” Leuven, Katholieke Universiteit Leuven, Leuven 3000, Belgium; E-Mails: (A.F.); (J.D.)
| | - Jan Deprest
- Center for Surgical Technologies, Faculty of Medicine, Universitair Ziekenhuis “Gasthuisberg” Leuven, Katholieke Universiteit Leuven, Leuven 3000, Belgium; E-Mails: (A.F.); (J.D.)
| | - Edoardo Mazza
- Institute of Mechanical Systems, ETH Zurich, Leonhardstrasse 21, Zurich 8092, Switzerland; E-Mails: (B.R.); (E.M.)
- Empa—Swiss Federal Laboratories for Materials Science and Technology, Überlandstrasse 129, Dübendorf 8600, Switzerland
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High structural stability of textile implants prevents pore collapse and preserves effective porosity at strain. BIOMED RESEARCH INTERNATIONAL 2015; 2015:953209. [PMID: 25973427 PMCID: PMC4417993 DOI: 10.1155/2015/953209] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/29/2014] [Accepted: 12/26/2014] [Indexed: 11/24/2022]
Abstract
Reinforcement of tissues by use of textiles is encouraged by the reduced rate of recurrent tissue dehiscence but for the price of an inflammatory and fibrotic tissue reaction to the implant. The latter mainly is affected by the size of the pores, whereas only sufficiently large pores are effective in preventing a complete scar entrapment. Comparing two different sling implants (TVT and SIS), which are used for the treatment of urinary incontinence, we can demonstrate that the measurement of the effective porosity reveals considerable differences in the textile construction. Furthermore the changes of porosity after application of a tensile load can indicate a structural instability, favouring pore collapse at stress and questioning the use for purposes that are not “tension-free.”
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Santoro R, Consolo F, Spiccia M, Piola M, Kassem S, Prandi F, Vinci MC, Forti E, Polvani G, Fiore GB, Soncini M, Pesce M. Feasibility of pig and human-derived aortic valve interstitial cells seeding on fixative-free decellularized animal pericardium. J Biomed Mater Res B Appl Biomater 2015; 104:345-56. [PMID: 25809726 DOI: 10.1002/jbm.b.33404] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2014] [Revised: 02/09/2015] [Accepted: 02/16/2015] [Indexed: 11/08/2022]
Abstract
Glutaraldehyde-fixed pericardium of animal origin is the elective material for the fabrication of bio-prosthetic valves for surgical replacement of insufficient/stenotic cardiac valves. However, the pericardial tissue employed to this aim undergoes severe calcification due to chronic inflammation resulting from a non-complete immunological compatibility of the animal-derived pericardial tissue resulting from failure to remove animal-derived xeno-antigens. In the mid/long-term, this leads to structural deterioration, mechanical failure, and prosthesis leaflets rupture, with consequent need for re-intervention. In the search for novel procedures to maximize biological compatibility of the pericardial tissue into immunocompetent background, we have recently devised a procedure to decellularize the human pericardium as an alternative to fixation with aldehydes. In the present contribution, we used this procedure to derive sheets of decellularized pig pericardium. The decellularized tissue was first tested for the presence of 1,3 α-galactose (αGal), one of the main xenoantigens involved in prosthetic valve rejection, as well as for mechanical tensile behavior and distensibility, and finally seeded with pig- and human-derived aortic valve interstitial cells. We demonstrate that the decellularization procedure removed the αGAL antigen, maintained the mechanical characteristics of the native pig pericardium, and ensured an efficient surface colonization of the tissue by animal- and human-derived aortic valve interstitial cells. This establishes, for the first time, the feasibility of fixative-free pericardial tissue seeding with valve competent cells for derivation of tissue engineered heart valve leaflets.
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Affiliation(s)
- Rosaria Santoro
- Unità di Ingegneria Tissutale, Centro Cardiologico Monzino, IRCCS, Milan, Italy
| | - Filippo Consolo
- Dipartimento di Elettronica, Informazione e Bioingegneria, Politecnico di Milano, Milano, Italy
| | - Marco Spiccia
- Dipartimento di Elettronica, Informazione e Bioingegneria, Politecnico di Milano, Milano, Italy
| | - Marco Piola
- Dipartimento di Elettronica, Informazione e Bioingegneria, Politecnico di Milano, Milano, Italy
| | - Samer Kassem
- Divisione di Cardiochirurgia, Centro Cardiologico Monzino, IRCCS, Milan, Italy
| | - Francesca Prandi
- Unità di Ingegneria Tissutale, Centro Cardiologico Monzino, IRCCS, Milan, Italy
| | | | - Elisa Forti
- Unità di Ingegneria Tissutale, Centro Cardiologico Monzino, IRCCS, Milan, Italy
| | - Gianluca Polvani
- Dipartimento di Scienze Cliniche e di Comunità, Sezione cardiovascolare, Università di Milano, Milan, Italy
| | | | - Monica Soncini
- Dipartimento di Elettronica, Informazione e Bioingegneria, Politecnico di Milano, Milano, Italy
| | - Maurizio Pesce
- Unità di Ingegneria Tissutale, Centro Cardiologico Monzino, IRCCS, Milan, Italy
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Röhrnbauer B, Mazza E. Uniaxial and biaxial mechanical characterization of a prosthetic mesh at different length scales. J Mech Behav Biomed Mater 2014; 29:7-19. [DOI: 10.1016/j.jmbbm.2013.07.021] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2013] [Revised: 07/24/2013] [Accepted: 07/26/2013] [Indexed: 11/24/2022]
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